# VFace: A Training-Free Approach for Diffusion-Based Video Face Swapping

Source: [VFace: A Training-Free Approach for Diffusion-Based Video Face Swapping](<https://www.sota2.com/research/paper/698abc03c97a0b3e3b5de31d>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-21T05:00:04.173Z

Authors: Sanoojan Baliah, Yohan Abeysinghe, Rusiru Thushara, Khan Muhammad, Abhinav Dhall, Karthik Nandakumar, Muhammad Haris Khan

Published: 2026-02-08T06:13:19.000Z

## Abstract

We present a training-free, plug-and-play method, namely VFace, for high-quality face swapping in videos. It can be seamlessly integrated with image-based face swapping approaches built on diffusion models. First, we introduce a Frequency Spectrum Attention Interpolation technique to facilitate generation and intact key identity characteristics. Second, we achieve Target Structure Guidance via plug-and-play attention injection to better align the structural features from the target frame to the generation. Third, we present a Flow-Guided Attention Temporal Smoothening mechanism that enforces spatiotemporal coherence without modifying the underlying diffusion model to reduce temporal inconsistencies typically encountered in frame-wise generation. Our method requires no additional training or video-specific fine-tuning. Extensive experiments show that our method significantly enhances temporal consistency and visual fidelity, offering a practical and modular solution for video-based face swapping. Our code is available at https://github.com/Sanoojan/VFace.

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

- [Face Swapping on CelebA (test)](<https://www.sota2.com/research/sota/face-swapping-on-celeba-test.md>): Face Swapping; CelebA (test); FID: 5.42.

- [Face Swapping on FFHQ](<https://www.sota2.com/research/sota/face-swapping-on-ffhq.md>): Face Swapping; FFHQ; FID: 4.29.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/2602.07835>)

[PDF](<https://arxiv.org/pdf/2602.07835.pdf>)
